{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 性别\n",
    "sex            = [1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,1,1]\n",
    "# 年龄\n",
    "age            = [2,2,2,2,2,3,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1,1,1,1,3,2,2,2,2,2,2,2,3,2,2]\n",
    "# 专业方向\n",
    "field          = [1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,1,1]\n",
    "# 收入\n",
    "income         = [3,3,2,3,2,2,2,2,3,4,2,3,4,1,2,1,1,1,1,1,1,1,1,1,1,3,2,2,2,2,3,2,2,2,3,2]\n",
    "# 过去一年，维保时间（天）\n",
    "# time           = []\n",
    "# 过去一年，维保次数\n",
    "frequency      = [2,2,1,2,1,3,1,1,2,3,1,2,1,1,2,1,1,3,1,1,1,1,2,3,2,2,1,1,2,2,3,2,2,1,2,1]\n",
    "# 单价超1000元且已过保修期的家用产品（如电脑/洗衣机等）出了故障，您的第一反应\n",
    "first_reaction = [1,1,3,1,3,1,3,2,3,0,1,1,3,1,1,4,1,3,3,3,3,3,1,3,3,2,3,4,1,1,4,1,3,3,4,4]\n",
    "# 选择自己维修时，首要刺激因素\n",
    "incentive      = [2,2,0,0,1,1,0,0,2,2,1,3,0,2,3,1,3,3,3,4,3,2,1,2,3,4,5,4,2,5,5,3,1,5,1,1]\n",
    "# 自己动手维修时，面临的最大挑战\n",
    "challenge      = [1,1,0,1,6,6,0,6,1,5,1,1,5,6,1,4,1,3,2,1,1,1,1,5,4,2,7,5,7,6,1,1,1,6,6,7]\n",
    "# 对于已过保修期产品，寻求官方售后时最不满意的是\n",
    "unsatisfactory = [0,4,2,2,4,2,2,0,4,1,2,0,2,1,3,1,1,4,4,4,1,4,3,1,2,2,5,2,2,2,5,5,2,5,3,2]\n",
    "# 寻找第三方进行维保时，最让您头疼/顾虑的问题是：\n",
    "consideration  = [1,4,3,3,1,1,3,0,4,1,3,3,1,1,1,1,1,1,1,3,3,1,1,1,3,1,1,1,1,1,3,3,1,3,1,3]\n",
    "# 是否会愿意使用我们的小程序\n",
    "wish           = [1,1,1,2,1,1,1,2,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,3,0,1,1,1,1,1,2,1,1]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n",
      "36\n"
     ]
    }
   ],
   "source": [
    "print(len(sex))\n",
    "print(len(age))\n",
    "print(len(field))\n",
    "print(len(income))\n",
    "print(len(frequency))\n",
    "print(len(first_reaction))\n",
    "print(len(incentive))\n",
    "print(len(challenge))\n",
    "print(len(unsatisfactory))\n",
    "print(len(consideration))\n",
    "print(len(wish))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x6600 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "# Define the lists\n",
    "lists = [age, challenge, consideration, field, first_reaction, frequency, incentive, income, sex, unsatisfactory, wish]\n",
    "\n",
    "# Define the list names\n",
    "list_names = ['age', 'challenge', 'consideration', 'field', 'first_reaction', 'frequency', 'incentive', 'income', 'sex', 'unsatisfactory', 'wish']\n",
    "\n",
    "# Create a figure and axes\n",
    "fig, axes = plt.subplots(len(lists), 1, figsize=(8, 6*len(lists)))\n",
    "\n",
    "# Iterate over the lists and plot the bar chart for each list\n",
    "for i, (lst, name) in enumerate(zip(lists, list_names)):\n",
    "    # Count occurrences\n",
    "    counts = pd.Series(lst).value_counts().sort_index()  # Sort the counts by index\n",
    "    \n",
    "    # Generate bar chart\n",
    "    ax = axes[i]\n",
    "    counts.plot(kind='bar', color=plt.cm.tab10(i), width=0.5, edgecolor='black', ax=ax)\n",
    "    ax.set_title(name)\n",
    "    ax.set_xlabel('Value')\n",
    "    ax.set_ylabel('Count')\n",
    "    ax.legend([name])\n",
    "    ax.grid(True)\n",
    "    ax.set_axisbelow(True)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "    ax.spines['bottom'].set_color('gray')\n",
    "    ax.tick_params(axis='x', colors='gray')\n",
    "    ax.tick_params(axis='y', colors='gray')\n",
    "    ax.yaxis.label.set_color('gray')\n",
    "    ax.xaxis.label.set_color('gray')\n",
    "    ax.title.set_color('gray')\n",
    "    \n",
    "    # Rotate x-axis labels vertically\n",
    "    ax.set_xticklabels(ax.get_xticklabels(), rotation=0)\n",
    "\n",
    "# Adjust the spacing between subplots\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
